DocumentCode
3275351
Title
Discovery of environmental resources based on heatmap recognition
Author
Moumtzidou, Anastasia ; Vrochidis, Stefanos ; Chatzilari, Elisavet ; Kompatsiaris, Ioannis
Author_Institution
Inf. Technol. Inst., Thessaloniki, Greece
fYear
2013
fDate
15-18 Sept. 2013
Firstpage
1486
Lastpage
1490
Abstract
Environmental data are considered of utmost importance for human life, since weather conditions, air quality and pollen are strongly related to health issues and affect everyday activities. This paper addresses the problem of discovery of air quality and pollen forecast Web resources, which are usually presented in the form of heatmaps (i.e. graphical representation of matrix data with colors). Towards the solution of this problem, we propose a discovery methodology, which builds upon a general purpose search engine and a novel post processing heatmap recognition layer. The first step involves generation of domain-specific queries, which are submitted to the search engine, while the second involves an image classification step based on visual low level features to identify Web sites including heatmaps. Experimental results comparing various visual features combinations show that relevant environmental sites can be efficiently recognized and retrieved.
Keywords
Web sites; air quality; geophysical image processing; image classification; image colour analysis; query processing; search engines; Web site identification; air quality; air quality discovery; domain-specific query generation; environmental data; environmental resource discovery; environmental site recognition; environmental site retrieval; graphical representation; health issues; heatmap recognition; image classification; matrix data; pollen forecast Web resources; postprocessing heatmap recognition layer; search engine; visual low-level features; weather conditions; classification; environmental data; heatmaps; image; visual features;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2013 20th IEEE International Conference on
Conference_Location
Melbourne, VIC
Type
conf
DOI
10.1109/ICIP.2013.6738305
Filename
6738305
Link To Document